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Manufacturing Defect Detection
Computer vision pipeline using ResNet-50 with transfer learning for product defect detection, Grad-CAM localization, active learning, and ONNX Runtime export.
Overview
Computer vision pipeline for automated product quality inspection with edge deployment support.
Architecture
- ResNet-50 with transfer learning for defect classification
- Grad-CAM for defect localization
- Active learning with uncertainty sampling
- ONNX Runtime export for edge deployment
- FastAPI inference endpoint
Key Features
- Defect localization with heatmap visualization
- Active learning to minimize labeling costs
- Edge-optimized ONNX model export
- Configurable detection thresholds